Regression analysis of masked competing risks data under cumulative incidence function framework

In the studies that involve competing risks, somehow, masking issues might arise. That is, the cause of failure for some subjects is only known as a subset of possible causes. In this study, a Bayesian analysis is developed to assess the effect of risks factor on the Cumulative Incidence Function (C...

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Main Authors: Yousif, Yosra, Elfaki, Faiz A. M., Hrairi, Meftah
Format: Article
Language:English
English
English
Published: Austrian Statistical Society 2020
Subjects:
Online Access:http://irep.iium.edu.my/80510/
http://irep.iium.edu.my/80510/1/80510_Regression%20Analysis%20of%20Masked%20Competing%20Risks.pdf
http://irep.iium.edu.my/80510/2/80510_Regression%20Analysis%20of%20Masked%20Competing%20Risks_SCOPUS.pdf
http://irep.iium.edu.my/80510/3/80510_Regression%20Analysis%20of%20Masked%20Competing%20Risks_WOS.pdf
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author Yousif, Yosra
Elfaki, Faiz A. M.
Hrairi, Meftah
author_facet Yousif, Yosra
Elfaki, Faiz A. M.
Hrairi, Meftah
author_sort Yousif, Yosra
building IIUM Repository
collection Online Access
description In the studies that involve competing risks, somehow, masking issues might arise. That is, the cause of failure for some subjects is only known as a subset of possible causes. In this study, a Bayesian analysis is developed to assess the effect of risks factor on the Cumulative Incidence Function (CIF) by adopting the proportional subdistribution hazard model. Simulation is conducted to evaluate the performance of the proposed model and it shows that the model is feasible for the possible applications.
first_indexed 2025-11-14T17:49:18Z
format Article
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institution International Islamic University Malaysia
institution_category Local University
language English
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English
last_indexed 2025-11-14T17:49:18Z
publishDate 2020
publisher Austrian Statistical Society
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spelling iium-805102021-03-01T04:25:41Z http://irep.iium.edu.my/80510/ Regression analysis of masked competing risks data under cumulative incidence function framework Yousif, Yosra Elfaki, Faiz A. M. Hrairi, Meftah QA276 Mathematical Statistics In the studies that involve competing risks, somehow, masking issues might arise. That is, the cause of failure for some subjects is only known as a subset of possible causes. In this study, a Bayesian analysis is developed to assess the effect of risks factor on the Cumulative Incidence Function (CIF) by adopting the proportional subdistribution hazard model. Simulation is conducted to evaluate the performance of the proposed model and it shows that the model is feasible for the possible applications. Austrian Statistical Society 2020-02 Article PeerReviewed application/pdf en http://irep.iium.edu.my/80510/1/80510_Regression%20Analysis%20of%20Masked%20Competing%20Risks.pdf application/pdf en http://irep.iium.edu.my/80510/2/80510_Regression%20Analysis%20of%20Masked%20Competing%20Risks_SCOPUS.pdf application/pdf en http://irep.iium.edu.my/80510/3/80510_Regression%20Analysis%20of%20Masked%20Competing%20Risks_WOS.pdf Yousif, Yosra and Elfaki, Faiz A. M. and Hrairi, Meftah (2020) Regression analysis of masked competing risks data under cumulative incidence function framework. Austrian Journal of Statistics, 49 (3 (Special Issue)). pp. 25-29. E-ISSN 1026-597X https://www.ajs.or.at/index.php/ajs/article/view/1026 10.17713/ajs.v49i3.1026
spellingShingle QA276 Mathematical Statistics
Yousif, Yosra
Elfaki, Faiz A. M.
Hrairi, Meftah
Regression analysis of masked competing risks data under cumulative incidence function framework
title Regression analysis of masked competing risks data under cumulative incidence function framework
title_full Regression analysis of masked competing risks data under cumulative incidence function framework
title_fullStr Regression analysis of masked competing risks data under cumulative incidence function framework
title_full_unstemmed Regression analysis of masked competing risks data under cumulative incidence function framework
title_short Regression analysis of masked competing risks data under cumulative incidence function framework
title_sort regression analysis of masked competing risks data under cumulative incidence function framework
topic QA276 Mathematical Statistics
url http://irep.iium.edu.my/80510/
http://irep.iium.edu.my/80510/
http://irep.iium.edu.my/80510/
http://irep.iium.edu.my/80510/1/80510_Regression%20Analysis%20of%20Masked%20Competing%20Risks.pdf
http://irep.iium.edu.my/80510/2/80510_Regression%20Analysis%20of%20Masked%20Competing%20Risks_SCOPUS.pdf
http://irep.iium.edu.my/80510/3/80510_Regression%20Analysis%20of%20Masked%20Competing%20Risks_WOS.pdf